Punoxysm comments on How do you notice when you are ignorant of necessary alternative hypotheses? - Less Wrong Discussion
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Not just a catalogue; an understanding of their anatomical differences at the macroscopic and microscopic level, detailed studies of their electrical activities, and soon enough a neuron-level connectome to complement ever-more-fine-grained monitoring of electrical activity. This would provide the means to match more and more experiences to specific neuronal activity (or large complex - but still quantifiable - patterns of neuronal activity), including activities like deep introspection, meditation and creative work.
In the more distant future, a brain simulation that behaves like a person would be very strong evidence of the materialist view. If the only Chinese Room or Philosophical Zombie objections remain, then I'd consider the question of consciousness solved or at least dissolved.